Note: As the analyst, I have presented the findings and conclusions in this HTML file based on the data available at the time of analysis and the methods used to process and visualize the data. While these insights may be helpful for certain purposes, they should be considered as exploratory and not definitive. It is recommended that you conduct your own research and analysis to validate and supplement the information presented here. Please be aware that the level of detail and technicality of the analysis may vary depending on the experience and expertise of the analyst. As such, exercise caution and do not blindly rely on the information presented without conducting your own due diligence.

Please visit the following links to explore the steps followed in this analysis: Notebook 1 Notebook 2

Visualizations included in this HTML file have a hover-over feature that allows users to obtain additional information about the displayed data points. It is recommended to take advantage of this feature to obtain a more detailed understanding of the data presented. Please note that the year 2020 has been used as the marker for the onset of the COVID-19 pandemic in this analysis.

Province Before COVID After COVID
population_change_pct vacancy_rate_change_pct population_change_pct vacancy_rate_change_pct
Alberta 1.330335 22.637147 1.363017 -20.419077
British Columbia 1.595601 -0.306506 1.449568 -8.152546
Manitoba 1.383500 25.774899 0.946725 27.454586
New Brunswick 0.465277 3.979499 1.469043 9.954480
Newfoundland and Labrador -0.179460 23.570800 0.163853 -22.442496
Northwest Territories 0.535219 14.129434 0.394483 6.199645
Nova Scotia 0.667678 -7.669512 1.675510 -42.135526
Ontario 1.326753 -10.257559 1.279568 -1.150918
Prince Edward Island 1.761544 -4.445956 2.736152 -0.743218
Quebec 0.892918 -12.759863 0.782208 -29.671068
Saskatchewan 1.041507 17.560677 0.628053 -18.664528
Yukon 2.179189 NaN 1.920298 NaN